{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "os.chdir(\"..\") \n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C2_NMJ and run for 1000 on jNeuroML_NEURON\n",
      "\n",
      "********************\n",
      "Set default parameters for C\n",
      "Set default parameters for C2\n",
      "############### conn pol override {'VB1-MVL07': 'inh'}\n",
      "Opened file: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "Opened file: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "c302      >>>  Positioning muscle: MVL07 at (-80,-90,-80)\n",
      "c302      >>>  Writing generated network to: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C2_NMJ.nml\n",
      "(Re)written network file to: examples/c302_C2_NMJ.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C2_NMJ.xml and have reloaded results\n",
      "c302      >>>  Reloaded data: ['VB1/0/GenericNeuronCell/v', 'MVL07/0/GenericMuscleCell/v', 'VB1/0/GenericNeuronCell/caConc', 't', 'MVL07/0/GenericMuscleCell/caConc']\n",
      "c302      >>>  All cells: ['VB1']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 neuron(s) (NMJ C2)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 1 neuron(s) (NMJ C2)\n",
      "c302      >>>  Plotting muscle voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 muscle(s) (NMJ C2)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 1 muscle(s) (NMJ C2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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g+4BI4wlvy+VTgfvz313z/K79bKvfeocY73TgsDw/GfgtcGDJYxawU54fB9yW\nY7kKmJfLvwS8a6D3P7/Ou4AJwN75OOruZ3v91rsdcb8f+BZw/UD1lijeB4Fprbx/ZTgu8nO/DvxN\nnh8PTCl7zKM9tbcyOAq4sfD4XODchnVuBI7K8z2k4SEasRcIe7F1Ql4CTM/z00kXrABcArylcT3g\nLcAlhfKt1hus3mHGfh3wmrESM7AD8EvgiPy+9jQeF83e/8ZjpbheoUzN6h1inLOAHwCvBq4fqN4y\nxJuf+yDbJuTSHhfALsADNPxvlznmMkzt7rKYCSwrPF6ey/pdJyI2A08Au7U5joHsHhEr8/zDwO6N\ncWX12Ft5TQPVu13yV+MXk1qcpY45f/2/E3gEuJnUWlyT39/G7Td7/1uJebcB6h2KzwBnA/U7zwxU\nbxnihXTzspsk/ULS6bmszMfF3sCjwL/mrqGvSNqx5DGPumf1Sb1IH6dtH/c33Hol7QR8B3hvRDzZ\nzrqbGU69EdEXEYeSWp6HA3/SztjaSdKfAY9ExC9GO5YhenlEHAacAJwh6U+LC0t4XPSQugu/GBEv\nBp4mdSW0o+4BjVS9ndDuhNzKpYLPrCOph/TV5rE2xzGQP0qanrc/ndSq2yqurB57q5c/Nqt3SCSN\nIyXjb0bEv4+FmOsiYg3wI9JX8yn5/W3cfrP3v5WYHxug3la9DHi9pAeBK0ndFp8tcbwARMSK/PcR\n4FrSB1+Zj4vlwPKIuC0/voaUoMsc86hrd0K+A9gvn1keTzoJMr9hnflA/Uzpm4Af5k+0Tilu/1RS\nP229/JR8tvdI4In8FehG4LWSds1nbl+by1qtt2WSBHwV+E1EfHqMxPwcSVPy/CRSn/dvSIn5TU1i\n7u/9H/Qy07xes3pbEhHnRsSsiNiLdHz+MCJOLmu8AJJ2lDS5Pk96P++hxMdFRDwMLJN0QC46hnTF\nWmljLoV2d0qTzpb+ltSPeF4u+wfg9Xl+InA1sJR0AO8zUh3kwL8BK4Fe0if220n9ej8AfgfcAkzN\n6wr4fI7718CcQj1/neNdCpxWKP9Kfb1m9Q4x3peTvmrdDdyZpxNLHvPBwK9yzPcAH83l++T3d2l+\nvycM9v6T7px1H+kEzQmF8gXAjIHq3c7j42i2jLIobby5jrvytIgt/1elPS5yPYcCC/Ox8V3SKIlS\nxzzaky+dNjMriWf1ST0zszJxQjYzKwknZDOzknBCNjMrCSdkM7OS8G/qWVOS6kOJIP3AYx/pcliA\ndRHx0hELcKsyAAACFUlEQVTY5ouBMyPi7cOs50xSjJe1JzKzkedhb9YSSecDT0XERSO8nauBj0fE\nXcOsZwfgvyJdtms2JrjLwraLpKfy36Ml/UTSdZLul3ShpJOV7pH8a0n75vWeI+k7ku7I08v6qXMy\ncHA9GUs6X9LXJf2npIckvVHSJ3O9N+TLzMnbXJzvo3sRQESsAx6UdHin9onZcDkhWzscArwTeAHw\nNmD/iDicdCXVu/M6nwUujoiXAH+RlzWaQ7rar2hf0v0mXg9cAfwoIl4ErAdel7tV3gAcFBEHAx8v\nPHch8IrhvzyzznAfsrXDHZFvfSjpPuCmXP5r8s+jA8cCB6bbdQCws6SdIuKpQj3T2dJHXff9iOiV\n9GvSDyDcUKh7L9L9jDcAX1X69Y/rC899hBLfec6skROytcPGwnyt8LjGlmOsCzgyIjYMUM960r0j\ntqk7ImqSemPLSY8a6cbvm3O3xDGkm/icSWpRk+tavx2vx2xUuMvCOuUmtnRfIOnQftb5DfD8oVSa\n7x29S0QsAN5H6j6p259tu0DMSssJ2TrlPcCcfOJtManPeSsRcS+wS/1Wky2aDFwv6W7gZ6Tfyqt7\nGekXTMzGBA97s1KR9D5gbUT0d9JvKPW8GHh/RLytPZGZjTy3kK1svsjWfdLbaxrwkTbUY9YxbiGb\nmZWEW8hmZiXhhGxmVhJOyGZmJeGEbGZWEk7IZmYl8f8Bzk6jCLE7UkoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b5f261150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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piRTUyit4ExOpJzvLXndWOhFnIlJMxG4XEBirKhdVIbZAnqmStLXYsITTgCtE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\nc6bR5iOSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b5f3b9610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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wHTgmIvoLqw8HZkh6R56fRuogPTsizq6Vr4O5mXW9Ub4C9DxgX+CIiFhXtu5w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\nzcw6gIO5mVkHcDA3M+sA/x9okK6z20A3HwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b5f657210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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a6lk5q5H5LbXMaallWl0VNVUhaqtC1IUrqQ1XHPC6urJif8kSVSWu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\nIBAIFsX/ANEOK8z1k7dDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b5ef23990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python2.7/json/encoder.py:207: DeprecationWarning: Interpreting naive datetime as local 2017-08-13 18:10:52.221957. Please add timezone info to timestamps.\n",
      "  chunks = self.iterencode(o, _one_shot=True)\n"
     ]
    }
   ],
   "source": [
    "from runAndPlot import run_c302\n",
    "config_param_overrides = {\n",
    "    'conn_polarity_override': {\n",
    "        'VB1-MVL07': 'inh'\n",
    "    }\n",
    "}\n",
    "cells, cells_to_stimulate, params, muscles = run_c302('NMJ','C2','',1000,0.05,'jNeuroML_NEURON',verbose=False,plot_ca=False, data_reader=\"UpdatedSpreadsheetDataReader\", config_package=\"notebooks.configs\", config_param_overrides=config_param_overrides)\n",
    "#cells, cells_to_stimulate, params, muscles = run_c302('NMJ','C2','',1000,0.05,'jNeuroML_NEURON',verbose=False,plot_ca=False, data_reader=\"UpdatedSpreadsheetDataReader\", config_package=\"notebooks.configs\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C2_NMJ and run for 1000 on jNeuroML_NEURON\n",
      "\n",
      "********************\n",
      "Set default parameters for C\n",
      "Set default parameters for C2\n",
      "############### conn pol override {'VB1-MVL07': 'exc'}\n",
      "Opened file: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "Opened file: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/../../../herm_full_edgelist.csv\n",
      "c302      >>>  Positioning muscle: MVL07 at (-80,-90,-80)\n",
      "c302      >>>  Writing generated network to: /datadrive/forks/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C2_NMJ.nml\n",
      "(Re)written network file to: examples/c302_C2_NMJ.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C2_NMJ.xml and have reloaded results\n",
      "c302      >>>  Reloaded data: ['VB1/0/GenericNeuronCell/v', 'MVL07/0/GenericMuscleCell/v', 'VB1/0/GenericNeuronCell/caConc', 't', 'MVL07/0/GenericMuscleCell/caConc']\n",
      "c302      >>>  All cells: ['VB1']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 neuron(s) (NMJ C2)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 1 neuron(s) (NMJ C2)\n",
      "c302      >>>  Plotting muscle voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 muscle(s) (NMJ C2)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 1 muscle(s) (NMJ C2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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g+4BI4wlvy+VTgfvz313z/K79bKvfeocY73TgsDw/GfgtcGDJYxawU54fB9yW\nY7kKmJfLvwS8a6D3P7/Ou4AJwN75OOruZ3v91rsdcb8f+BZw/UD1lijeB4Fprbx/ZTgu8nO/DvxN\nnh8PTCl7zKM9tbcyOAq4sfD4XODchnVuBI7K8z2k4SEasRcIe7F1Ql4CTM/z00kXrABcArylcT3g\nLcAlhfKt1hus3mHGfh3wmrESM7AD8EvgiPy+9jQeF83e/8ZjpbheoUzN6h1inLOAHwCvBq4fqN4y\nxJuf+yDbJuTSHhfALsADNPxvlznmMkzt7rKYCSwrPF6ey/pdJyI2A08Au7U5joHsHhEr8/zDwO6N\ncWX12Ft5TQPVu13yV+MXk1qcpY45f/2/E3gEuJnUWlyT39/G7Td7/1uJebcB6h2KzwBnA/U7zwxU\nbxnihXTzspsk/ULS6bmszMfF3sCjwL/mrqGvSNqx5DGPumf1Sb1IH6dtH/c33Hol7QR8B3hvRDzZ\nzrqbGU69EdEXEYeSWp6HA3/SztjaSdKfAY9ExC9GO5YhenlEHAacAJwh6U+LC0t4XPSQugu/GBEv\nBp4mdSW0o+4BjVS9ndDuhNzKpYLPrCOph/TV5rE2xzGQP0qanrc/ndSq2yqurB57q5c/Nqt3SCSN\nIyXjb0bEv4+FmOsiYg3wI9JX8yn5/W3cfrP3v5WYHxug3la9DHi9pAeBK0ndFp8tcbwARMSK/PcR\n4FrSB1+Zj4vlwPKIuC0/voaUoMsc86hrd0K+A9gvn1keTzoJMr9hnflA/Uzpm4Af5k+0Tilu/1RS\nP229/JR8tvdI4In8FehG4LWSds1nbl+by1qtt2WSBHwV+E1EfHqMxPwcSVPy/CRSn/dvSIn5TU1i\n7u/9H/Qy07xes3pbEhHnRsSsiNiLdHz+MCJOLmu8AJJ2lDS5Pk96P++hxMdFRDwMLJN0QC46hnTF\nWmljLoV2d0qTzpb+ltSPeF4u+wfg9Xl+InA1sJR0AO8zUh3kwL8BK4Fe0if220n9ej8AfgfcAkzN\n6wr4fI7718CcQj1/neNdCpxWKP9Kfb1m9Q4x3peTvmrdDdyZpxNLHvPBwK9yzPcAH83l++T3d2l+\nvycM9v6T7px1H+kEzQmF8gXAjIHq3c7j42i2jLIobby5jrvytIgt/1elPS5yPYcCC/Ox8V3SKIlS\nxzzaky+dNjMriWf1ST0zszJxQjYzKwknZDOzknBCNjMrCSdkM7OS8G/qWVOS6kOJIP3AYx/pcliA\ndRHx0hELcKsyAAACFUlEQVTY5ouBMyPi7cOs50xSjJe1JzKzkedhb9YSSecDT0XERSO8nauBj0fE\nXcOsZwfgvyJdtms2JrjLwraLpKfy36Ml/UTSdZLul3ShpJOV7pH8a0n75vWeI+k7ku7I08v6qXMy\ncHA9GUs6X9LXJf2npIckvVHSJ3O9N+TLzMnbXJzvo3sRQESsAx6UdHin9onZcDkhWzscArwTeAHw\nNmD/iDicdCXVu/M6nwUujoiXAH+RlzWaQ7rar2hf0v0mXg9cAfwoIl4ErAdel7tV3gAcFBEHAx8v\nPHch8IrhvzyzznAfsrXDHZFvfSjpPuCmXP5r8s+jA8cCB6bbdQCws6SdIuKpQj3T2dJHXff9iOiV\n9GvSDyDcUKh7L9L9jDcAX1X69Y/rC899hBLfec6skROytcPGwnyt8LjGlmOsCzgyIjYMUM960r0j\ntqk7ImqSemPLSY8a6cbvm3O3xDGkm/icSWpRk+tavx2vx2xUuMvCOuUmtnRfIOnQftb5DfD8oVSa\n7x29S0QsAN5H6j6p259tu0DMSssJ2TrlPcCcfOJtManPeSsRcS+wS/1Wky2aDFwv6W7gZ6Tfyqt7\nGekXTMzGBA97s1KR9D5gbUT0d9JvKPW8GHh/RLytPZGZjTy3kK1svsjWfdLbaxrwkTbUY9YxbiGb\nmZWEW8hmZiXhhGxmVhJOyGZmJeGEbGZWEk7IZmYl8f8Bzk6jCLE7UkoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b5f322bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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piRTUyit4ExOpJzvLXndWOhFnIlJMxG4XEBirKhdVIbZAnqmStLXYsITTgCtE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\nc6bR5iOSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b5ec45b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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UJxkn0RPB2sI4numdCI93oE19MKadQkcbhTFKdcrrlW4bbcGMrm4AVvVMpP0xQV+BGNNO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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b5ec87650>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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zE6WCdcx7rxCfUNUZrW6PmUhU87M1nwRwXL34Zd3h0fUU2zpkIuGxM14qZLKP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\nChGJRCKR+Ob/AzyX9O2hL6omAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4b5e9e4e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python2.7/json/encoder.py:207: DeprecationWarning: Interpreting naive datetime as local 2017-08-13 18:11:03.925031. Please add timezone info to timestamps.\n",
      "  chunks = self.iterencode(o, _one_shot=True)\n"
     ]
    }
   ],
   "source": [
    "from runAndPlot import run_c302\n",
    "config_param_overrides = {\n",
    "    'conn_polarity_override': {\n",
    "        'VB1-MVL07': 'exc'\n",
    "    }\n",
    "}\n",
    "cells, cells_to_stimulate, params, muscles = run_c302('NMJ','C2','',1000,0.05,'jNeuroML_NEURON',verbose=False,plot_ca=False, data_reader=\"UpdatedSpreadsheetDataReader\", config_package=\"notebooks.configs\", config_param_overrides=config_param_overrides)\n",
    "#cells, cells_to_stimulate, params, muscles = run_c302('NMJ','C2','',1000,0.05,'jNeuroML_NEURON',verbose=False,plot_ca=False, data_reader=\"UpdatedSpreadsheetDataReader\", config_package=\"notebooks.configs\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
